See exactly what AI says about your brand

Understand how AI describes, frames, compares, and explains your brand across different LLMs.

AI Answers Analysis

What is AI Answer Analysis?

AI Answer Analysis lets you open any tracked prompt and examine the complete answers generated for a specific persona across supported AI models.

Switch between models to see the exact wording, structure, recommendations, comparisons, and cited evidence in each response. Mentioned brands are highlighted within the answer, making it easier to understand where they appeared and how they were positioned.

Supported LLMs: ChatGPT, Gemini, Claude, Perplexity, Grok, Meta AI

 

Read each model’s full answer
Compare how brands are framed
See what each persona receives
Trace sources behind each paragraph
The problem

A mention does not tell you what AI actually said

Visibility metrics can tell you that a brand appeared, but not what that appearance meant.

A brand may be presented as the best choice, a budget option, a specialist solution, or an alternative that does not fully meet the persona’s needs. Two brands can receive similar mention scores while being framed very differently inside the answer.

The same prompt can also produce different explanations, comparisons, and recommendations depending on the persona asking and the AI model answering.

Without reading the full response, you cannot see why a brand was included, what criteria shaped the recommendation, which competitors were placed ahead of it, or which sources supported each claim.

AI Answer Analysis connects every score to the complete answer behind it, helping you understand not only whether your brand appeared, but how AI presented it to a specific audience.

How it works

How AI Answer Analysis works?

Open a Tracked Prompt

Select any prompt from Persona-Based Prompt Tracking and open its detailed analysis.

The result includes the persona context used when running the prompt, so you can examine the answers from the point of view of that specific audience.

Read the Full Answer From Each Model

Switch between supported AI models to read the complete answer generated by each one.

See how every model:

  • Describes your brand
  • Structures its recommendations
  • Groups products or services
  • Explains strengths and weaknesses
  • Compares your brand with alternatives
  • Adapts the answer to the persona

Mentioned brands are highlighted within the response, making it easier to find where and how each one appeared.

Citations throughout the answer show which sources support each paragraph.

Paragraph-Level Citation Intelligence
Paragraph-Level Citation Intelligence. Source: Chatoptic

Compare Brand Framing Across Models

Open the Summary view to compare every mentioned brand across AI models.

The table shows how strongly each brand appeared in every answer, helping you see where your brand leads, where competitors receive more attention, and which models leave a brand out completely.

Continue to Competitor AI Visibility Analysis to compare those patterns across more prompts, personas, tags, and periods.

Explore the Queries and Sources Behind the Answer

Review the query fan-out to see the related searches generated from the original prompt.

Continue to Query Fan-Out Explorer for a deeper view of how AI expands one question into multiple searches before producing its answer.

You can also inspect the cited sources and use LLM Citation Analysis to see which source supports each paragraph, where competitors appear, and which pages helped ground the response.

Review History and Generate a Report

Open History to compare the prompt’s previous results and see how answers change over time.

Review changes in brand mentions, wording, comparisons, and cited evidence. You can also generate a report containing the answer analysis for easier sharing with your team or clients.

"An eye-opening AI visibility tool”
Noga Kaizerman Chen‏
Noga Kaizerman Chen‏
Marketing Director | Kornit Digital (NASDAQ: KRNT)

AI Answer Analysis FAQs

Yes. You can switch between supported AI models and read the full answer generated by each one for the tracked prompt and persona.

This lets you compare the exact wording, structure, recommendations, and brands included by each model.

 

AI models may change their recommendations based on the needs, background, priorities, and preferences included in the persona context.

The same prompt can therefore produce different brands, comparisons, criteria, and sources for different personas.

The Summary view compares the brands mentioned across AI models and shows how strongly each brand appeared in every response.

It provides a faster way to identify model-level differences before opening each complete answer.

Yes. Mentioned brands are highlighted within each response, helping you see where competitors appeared and how the model described or compared them.

For analysis across multiple prompts and personas, continue to Competitor AI Visibility Analysis.

Yes. Paragraph-level citation analysis connects cited sources with the specific paragraphs they support.

This helps you understand which sources influenced individual claims, comparisons, and recommendations instead of viewing one citation list for the entire answer.

Yes. History lets you review previous results for the same tracked prompt.

You can compare changes in wording, brand mentions, recommendations, competitors, and sources across different runs.

 

Prompt monitoring tracks visibility metrics across many prompts, personas, and models.

AI Answer Analysis lets you open an individual result and examine the full answers, comparisons, queries, citations, and history behind those metrics.

See what your audience sees in AI.

Discover how your brand is perceived in AI.

Kfir Birka
Lee Rom Oknin

Join marketing leaders already using Chatoptic

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